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In the race to deploy AI systems, many teams rely on benchmark scores and demo performance. That approach fails under real traffic and real adversaries. AI software stress testing is now a core requirement for production readiness. Large language models and AI agents behave differently than traditional applications. They accept unstructured input, generate unpredictable output,…